AI Blog

Tagged: durable-execution

← Back to AI Blog

10 min read

Mastra vs LangGraph.js vs VoltAgent vs the AI SDK — where the run lives when the tab closes

The four leading TypeScript agent frameworks agree almost completely on the tool loop and disagree on one thing that decides your architecture: where the run lives when the HTTP request ends. That single axis picks your database, your deploy story and your exit cost — and the AI SDK's own troubleshooting page, where a user pressing Stop is indistinguishable from a closed tab, is the cleanest proof that it is the real axis.

10 min read

Temporal vs Restate vs Inngest vs DBOS: where the agent’s transcript lives

All four resume a crashed run from its last completed step, so that is not the decision. An agent’s durable record is a transcript that grows with every turn, not a handful of small step results — and the engines differ on where that growth is stored, what ceiling it hits, and whether your model call is allowed to sit in replayed code. Temporal terminates a workflow at 51,201 events or 50 MB of history; Inngest caps a step output at 4 MB and run state at 32 MB; Restate and DBOS push the growth into storage you operate. Decide on that, then on billing shape, and the feature tables stop mattering.

11 min read

LangGraph vs CrewAI vs OpenAI Agents SDK vs Google ADK: Pick the State Model

Framework comparisons argue about graphs versus crews versus handoffs, but the metaphor stops mattering by week three. What you cannot re-pick eighteen months in is where a run lives, what resume means after a crash, and whether a human can pause a half-finished task — so choose on the state model and the rest of the comparison resolves itself.

16 min read

Temporal vs Inngest vs Restate vs Cloudflare Workflows: Four Bets on Keeping Your Agent Alive for 30 Minutes

Naive agent loops die on minute 29 of a 30-minute job. Durable-execution engines journal every step so the next process can pick up exactly where the previous one died — and 2026 was the year hyperscalers shipped their own. Four engines now compete on the same primitive, with very different architectures and bills.